{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "lyric-toyota",
   "metadata": {},
   "source": [
    "### Strip Charts with Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "powerful-protest",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MbMvmRt+2h3M4Por6HiG8eqajTER4K0xpQHgHd4qWffH38mHvovmLf51vD//mmXQEdv/9k45P6Hca4b3+xlb5ThKzvEy59J5x+raRrALQru/56vQiTIOrqtkghbfsQTUX/1e+IrGXvXQqiof2urFtV8tO0xGKmen0nDUTtqVwR+KYt0zZIQeXzwdmhLdbZYb/d6/j31w+YZtnZDfrQac6Dr+XO+YeEd7xqjvCi/A2ndE+arT+nsaDNCtWDGeJJ7+9e/c9vqxUzVbun9ghB1dbVqpsDmO3J/TLJCET7Jb5xGXzBrrM5/VpB4r1cMvqsGFD3a5a23r7Pl/AFcsTO2mAy6FV/fjrJryl0mpmVYS93cjmIKaRVD3eXrcrOw8n55ud8f7eLqZ8Tvf1N9bSaUHeftWq9g9Xeh8R3l4rNfjt253PvVz4D76XO+YeEN7xqjvCi/DOntFlH7yDXk825O3UbkWFbvNAXZTXr6/ZY4/XbNkSm10Ronj8xdHdrK9lt93zsuyjwIe/pvqt6SKDsjpkIt/uIa0sY8kSs/etrj7/OYR/p7bdhNfbFutXVVj7uZU/qOMMyfWLozvurM9Og/GH9vpZqaGXPiC8vdAazrbjcj4Ph9Zw94LwDpf3oPeG8CK8s+fYNddONOawFl69PEgz6BM2n9/utnDVeaBlfXUJuXtm1YipZ8z+8YetI6rFUch24t3pQbdOnKquPPCxj89ruZ1dVRoHXacqwpv1wb/wly7tPBWl2N+yhx27XegM+pi3h3yEN74q+QX4Jy+dl/6YTP7Vy/SW+I5qPHqE8I5HHbOj2OGFN7Sc47QOb6cHuvr5QYhQtt3a9zvC2y03//ciE18J4dTVU01zeKsKatX9li3V5m2LQpf+ItyNc3M4vW/HvyOOOay9CG9VLvntXA58/Vl/SNDXsD3koOmelzTrZ7/bexuEN84KPvH4PLv+f5n9+lGzBZNJOrWr6sOLcR7RePQK4R2POiK8ojqOk/C2GzE975ze5hWK0HaNcem54vPz7KGH5jYdxC19H4H0hf19+sOKFa3zi9U/ftDLiHH2wwVOoNdR0q6AAzYYtPAGdG2Hborwxll+liWLsy4Ib5x16bdXjPD2S26m3TgJb5lAhkwPCERbufnGX03a3fduNX9gaxQj0WVz8MpGgqse0PZah/zxIbxVqz3c7RDe4fKuujeEtyqp4W6H8A6X96D3hvAGEh4n4c1QuMD5q9+fOw1E2nPzXn54oufwig38aflbbs1+HjmxI48IfwBpe6sDwlvxZBnhZgjvCOF32DXCG2ddEN4469JvrxDefsmN4QhvIIqRNY9BeEd28JHumBHeOAuD8MZZF4Q3zrogvHHWpd9eIbz9kkN4A8npmiO8OpaqJIRXRVKbg/BqearSEF4VSW0OwqvlOeo0hDewAuM4pSEQydCbI7xDR951hwhvV0Qj2QDhHQn2rjtFeLsiGskGCO9IsA9spwhvIFqENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKA5wiuAKI5AeMVARXEIrwikOAbhFQMVxSG8IpCRxCC8gYVAeAMBCpojvAKI4giEVwxUFIfwikCKYxBeMVBRHMIrAhlJDMIbWAiENxCgoDnCK4AojkB4xUBFcQivCKQ4BuEVAxXFIbwikJHEILyBhUB4AwEKmiO8AojiCIRXDFQUh/CKQIpjEF4xUFEcwisCGUkMwhtYCIQ3EKCgOcIrgCiOQHjFQEVxCK8IpDgG4RUDFcUhvCKQkcQgvIGFQHgDAQqaI7wCiOIIhFcMVBSH8IpAimMQXjFQURzCKwIZSQzCG1gIhDcQoKD5sIV38xaz62+csA33mz3125rtsSixV74ysRcdOG0LJgUHNAYRCG+cRUR446wLwhtnXRDeOOvSb68Q3n7JzbRDeAMBCpoPW3ivv7Fut9xab+n55KTZqadM2eJFieCoeou4b0PNbrp5rk+HHzZt+6wYfj+yXiO8vdVvWFsjvMMi3dt+EN7eeA1ra4R3WKSHsx+EN5AzwhsIsI/mPsK64f66bdxotnL/aXvpgQts4282W6jePbjRbMuWWtqjoiz6PrPR20+vmWcbHzJrbNn8ctF83WHTfRxV/00e21SzSy6daAk44/SGfHvf77izbhs2mC1a5MySgcqwy/cL9jPbY7f59vCmLU39csbeB0bC+693SEuEN4Te4NoivINjG5KM8IbQi6/tDiW8997/gP3F+ZfbR8872fZbvrekGgivBGPlEJe7yz47YVtyHvXqV9btyDduDRLea66dsDvunFPYfZYnduIJU/alq+u2/p7GyKmP4B75hin74a0T9tBGKzXeFcsTO+mEqZbjyaRz/frGPg45eNoOPihU0Ru7uf2Omn31663Cm8n3FZ/36RfNen7iu6fk0lsc+X770XV78UFbZ/t4/bfm6uZ83/mOKcS38pmv2RDh1XBUpyC8aqKaPIRXwzGWlLES3ovXrLW/veq6UrZvev0qO+EdR9pfXfw5hDeCs8/F9YYba7MjqitXJvaqQ7uPjH7n5nrTrfvsUE46YZvdvd5HfRtit2JFYq8tjLT6Pl1q/f/6yOeqQxtzbn3U8bLPzmuh4iOh6+9pFkWX3hc8P7Ef/7TWMsKbJGYLd0+sPmG2bEliLpzLljZii0Lt/6YaDf72d+t28z+2TrHw/EMOSkpHf122jz26VczLTg3nk0m/tyubstFOuk89ZVvK4An82HgAACAASURBVGMfn2dbnm5Of+Mbpu3Vq7rXPILTdWy6gPDGWUqEN866ILxx1qXfXo2V8OYhuPz668zVx83+MyO8/Z4mvbfz29q331m3p7cktmKF2cEHNT/QdfGnJmzT480yecxbpuyQgzuPepaNVnrvfvd5if3bL5vz8kLpI6yXXDqvaWTY5fWM07eZj7qWjZDuuVdijz7SOnHhXe+csrvurqcjq7WZP7vsZv87o7VoUWJnnt6Qyg99pFWo240Gt6Ptx7Du1rrdPTPivHRJYi89JLG/+1LdntlqzSPcic2ONF/5hdbR37J9Z/kbNtRs4SKzQw6atvvub54b7H07/rhpO2BlQ1Rdhjc9Xre71zemTRRfXlOfwlC1D72fadtvCz9/svdAdvGlPprsAcvs7sV++5i97eia7br7M+pdyfN+uK5u99xTs8nJxA5YmcjuiMg7KgjsRXj9gn3jQ7X0s3X5cgt6ZiC78/TgxsYgQLsLWsEhbpcRCO92Wba2nd4hhfdP/vjVdv5ffzGF8t7jj5qV4qIk/+iO9faVb9xkHz77JNvy9NN26rmX2J/80avsc2tvSNuuufAsW7Dr4vE6IwRH4yOtV61tlp9sikAmSeUjqtP2rnd0HvFrN8Jb7LZr856LzQ56yXQ6z/e+DXW74VutQuby5l+oZUK2dImlc3WLL58O4F8Q/mX8y3+v2a6/k1i9XrPfPFa+rc8HLhPeRQsTO/P91UZZPbns2D3DpWl6Rrjzen7A/tP21qOn7fwLW2XbR9OPPGKOtX/x+VSRTZuaBX/nnc22NmYlzL4yWc6PWjvvsjnNfqHz8MM1e+DB1r96XbrVW3A6to1w4XRx8AsfP6ZhPuRXvHAb1AOPZQ9YPnfvmp3ynwYrvPmHKP39terQ3vgO8o7IIM+pfrOrCq9zvWpt85SuKgMF7fpVNvCQzf3v91jGqR3CO07VNNvhhHf1ORfZUa87NJXcxx5/IpXYs1YfZ684eKVVEd7f3fvZqQAvmNw5PROYw9v6hmg3CnveOdvSKQT+oZ0XzHRMNzF77nMTW/3ezgKYzuFdMzF7e9zbPnuvmv36kdzIcGKW1JoF7LnPSexX/54Nx870uWa2665mq145bf9029xom/91cr7ZH//RtH3jm82S7IJ5zNHTLYJcr5tNl7i6y/GmTWZf+/pEyxzjXoXPufqIqwf5kaRHPHOc7YTTpxQUZd+P4dTVzfNnizWZKUmpxDqbE0/Y1jQNpGz/8+aZbdvWYF02Au4XGytWTNvXrp0btfZR8eOPm5qdClL149bl9b77G3cUqowGlglViDhU7adfWNxww4Td/uPWC4BuU1y8RutubUwDWrq0MWWm28N/7d6LH/nQTGGqdryH7cqmCGV3U7r1N9tNuzsix79jKp22tOXpmi1aODdlqIfuRblpVeEtq6ez/cA5vdez7D3vcLqdh1ECHFCnEN4BgR1R7A4nvPmH1jZv2Wp/+Ykr7O1vPryy8GZynNUL4W0jvBtqTdLpwnPa6sZ8Tn/5nM7NT/sVV/PQYHHksex94dJ79/qa/fpRszt/XLdtPliVyymTr0y4Mi0u6oZPU/BRSF/5YelSv53fmKvqIuVTM/z1xJNmjz5ay+9qtntlQudieMb7t9kln8pNpZjZ8c47mb33xDkeZceZH9F1EZyaqtkTTzRvWbbf/BbZw2nOzMXbX2UjmaUXIV6aEpg+Gurzo1tGxROzxXsktnB3swULzJ56sm7/9qsG8SzG++v7f9WhLqbTVjYCmZ8KUuVzsWzku9t51GmKidc8m57ho5NvPKJ83nKVvhW3Sft6U710OLxTn8vkxM/T007pLDqjEN52d2HyU2G6sSurz+4+P75uTXchepmL3m2fo/x7VeEtmwvv/e7nAqbsThzC23wWILyjfFfo943wIrzys2rtNRP2k5KHuvIPKfmH7Vf+vm7bSgZ0swedunUsL0up+HkDHwAtmU/rf0pHeX9VGPqd2Um7UQ0XRV/O619/Xref3tWw1Xajqfus8NHrRqDLro8EL1o03TIS6u33WGS2eGGSjtT5bf/sQiA75rKHwHyOsB9b/jX73+WHZVVXYyiOymU802MtXB28+U2JTc5P7CvXlD8o58uy+Tq8n1kzz371QOuc7PyXc7e7Ad3OAf/7xy+aZ0891bplJwkoE6olSyxdUq44HadXAe/U52yUvtcl7cpGpH0/3d4rZRcUz1lWs9UnD25KQzvh7WUEvexW+557JukFZ/HVjUGVc2jU21QVXuUFTLuHdXmYdO5sQHhH/c7Q7h/hRXi1Z5SZ/eSn9VIZKt7C9y/G786Mds3eop952KrKfMp2H/7thNQF6Kbv1e07vs/Cqyi8/sBMfs5vPrPbqGq2fJk/gOe3sPNzaMtGmMvmb5aJSvG4Wvo0I/zZoZU9mJY9KOX7LD5I+M0bJ+zWdY2R+eyVr0smv9mfy6ZxZPP/XHi/8Q872S0/ap7nUZy3HCq86cjn5ydKR0w7CW/ZSJmfn5OTjZU8iq+qFw7d3ky+hvNDD7VeNJVNM8lntePUrV+zvwq4obHG9H77Jvb2t05YfafCxOxuHe/h791W7KgS5RfEX722Pjt1yfksWpzYhg2t791uDKrsb9TbVBXeslHZkCkIxQspv+jzFW+qTj0ZNbdB7x/hHTTh4eYjvDnhvea679m62+5K5+j6y6c7+Cv/0BpTGrqfoO3mhhVvP177zbrddlvrF9j/dey0veRF3ZerapLCJvtrfYIqu13c8iMNhfm+3sdXHTrVskxZJ9mcmDCbKhmpzuSvSVba2HjxS6tUeGfnBcz4nfc9d3c8mwu9005mbz6qdcWLTLayChbnVTb93bMLo7tF0fe/L3lWYgce2ND4bBqI/28X3uln5tv/83fPzK4B7NLiczDzo9llo4H+pfu+1dXmJKYXTTfXW+Ya77IgsXPPbj8fvChl2bxkz8qWYMuf6SqpahKMGca77mJ2+n/uLBnFC7Csb9m8+O7vysYWw1qWrHj+9jtq6J8lPq3Ez5l2I8eq2lRlOIjtqgqv79uZpHP5zZc/tNkVU/rtV6cf3Ok3c1zaIbzjUsnGcSC8OeHN5vR+89vrbNmSPe09x73RfnzXvQhvH+d8lWXHrruxni6zVXxV/XJseoCtIJKZ/L328Gnz1QrykuWjJNff2PyQWr4Ps+vvtpPodkPIhQPJvoh9lO32O1ykarb1mZo98EAr0KLwlo3kzN/ZbGo6sW3b5h6+Sx/OK/TzxS+Ztrcf03zB0O0BleJItPew4mGWzh8s/rRw/pfqikfvIuPH6w+c+RSPI3uYMzsrvAUGh75y2t50ZOeLpvy8Zt+vj2qViWU2F1sx6uUcrrp67odAyi4Cyt5uxXbepyOP6L6MXzFrWMKb7bdT3Xv9WCn7RcFel/brdZ/D2r4X4R1Wn9iPGcI7XmfB2ArvsMrEQ2vlpH3UwEfL/Inq7Odsiz8y0G7Epqrw+p79C/XBX863G74z1bKEWLcHWtpJ4LP3Mnv4kZLjKhn17CSGZSNP7ebNlc1vdPnyB+Ye3+QP0iV2wP6JXV9cWm1G9PJTJcr22+3X2NoJ77y6S/YMixIDbre0WlF4B/V+bOI5A2H+fLPT/qzxs8r9vJp+Xa9Psexnv1XaZJJeZcpPWd6whbfKMfWyjR//7TNTTlz6x+WHSxDeXs6C4W2L8A6P9TD2hPAGUkZ4+wfYTv56XQdy2R4L7L4HNtt1N06kPyLhL//lNh8B6zQq127/++6b2AP/7ksftR6bf8nutFNiTzyZm+dZIoKdRgWLt3urjlK1WzrMb2v6bV9/ZasfFHveTu7zFxdlo/KveNm0veiFjez0hwB+1jy/td3KAsMSXu+Xjw7fcmtjFQq/uPIVJPoVwv7P5u2j5fYuvNsH5d57ifD2zmwYLRDeYVAe3j4Q3kDWCG8YQJcVH+n1B3myp+SzX/GqmuzCu/E3m1vWua3Svt3UCxcnlyh/0OfprWbPe05i++3rP1k83XRLOtuHrznrq0Bs3uK/WDSdSldx5YV8f7KRumx+YpW+lt3S9XZVR8SLDz4VH5TyC4Drb5y73e4j5PmLBh8FvuXWuvkvsfnLf77ZVzUoew1TeKuwY5sGAYQ3zjMB4Y2zLghvnHXpt1cIb7/kZtohvIEABc1DhLc49aKTxGVdVT8p3QuC4hzTXn+8InvgxUeFXd4V81IR3l4qONptEd7R8m+3d4Q3zrogvHHWpd9eIbz9kkN4A8npmocIb7+9yH78wqc9FB+K6zezl3YurtmDVr20G9a2jPAOi3Rv+0F4e+M1rK0R3mGR7m0/CG9vvGLfGuENrBAjvIEABc1HIbyCbo91BMIbZ3kR3jjrgvDGWReEN8669NsrhLdfcozwBpLTNUd4dSxVSQiviqQ2B+HV8lSlIbwqktochFfLc9RpCG9gBRjhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMcHC+9jjT9ip515ix735cDv2qNdEcljD6wbCOzzW7faE8I6+BsUeILzx1cR7hPDGWReEN866ILxx1qXfXgULr+/4R3est/f8+QWzfXjv8UfZmauP67dP21U7hHf05UJ4R18DhDe+GpT1COGNs04Ib5x1QXjjrEu/vZIIb37n2YjvT+7+RfrP4y6/CG+/p56uHcKrY6lKYoRXRVKbg/BqearSEF4VSW0OwqvlOeo0ufDee/8Dtvqci+zBhx5tObZxlF+Ed9SnsBnCO/oaMMIbXw0Y4d0+auK9RHjjrBXCG2dd+u2VRHivue579sELr5jtQ5nY+sjv+Zd+0c47/U9t8cLd+u1vdO0Q3tGXBOEdfQ0Q3vhqgPBuHzVBeOOtE8Ibb2366Vmw8PLQ2uZ+uNNGSADhFcIURTGlQQRSHMOUBjFQURwjvCKQ4hiEVwx0xHHBwjvi/o9894zwjrwETGkYfQlaeoDwRlgUVmmIsyhMaYi2LghvtKXpq2MIb1/Y5hohvIEABc0Z4RVAFEcgvGKgojhGeEUgxTGM8IqBiuIQXhHISGIkwtvpQbUXH7CvXXbBGWM1bzdfO4R39Gcywjv6GhR7gPDGVxPvEcIbZ10Q3jjrgvDGWZd+exUsvJu3bLW//MQVtuplB9pBL3y+ffGa/8/OPvWdtmByZ7t4zVr7w0NfYq84eGW//Yu+HcI7+hIhvKOvAcIbXw3KeoTwxlknhDfOuiC8cdal314FC68/tHbexy63s097Z9qHT3zmy3b+B05OR3T9Bym+8o2b7MNnn5QK8Di+EN7RVxXhHX0NEN74aoDwbh818V4ivHHWCuGNsy799koqvHss2q1p6TGf6pAX4H47GXM7hHf01UF4R18DhDe+GiC820dNEN5464TwxlubfnoWLLz5KQ3HHvWadBrDiuctNf/fvj7vutvuYoS3n8rQpjIBhLcyqqFtyBzeoaHuaUdMaegJ19A2ZoR3aKh72hHC2xOu6DcOFt7iEeZ/WnjZkj1tzYVn2X7L944eRL8dZIS3X3K6dgivjqUqCeFVkdTmILxanqo0hFdFUpuD8Gp5jjpNLryjPqBh7x/hHTbx1v0hvKOvQbEHCG98NfEeIbxx1gXhjbMuCG+cdem3Vwhvv+Rm2iG8gQAFzRFeAURxBMIrBiqKQ3hFIMUxCK8YqCgO4RWBjCSmL+HNT1vodhysw9uNEH8PJYDwhhLUt0d49UwViQivgqI+A+HVM1UkIrwKivFk9CW8xe7nH1TL/pY9zPb2Nx/OOrzx1Hsse4LwxldWhDe+mniPEN4464LwxlkXhDfOuvTbq2Dhza/DW3w4jXV4+y0L7XohgPD2Qms42yK8w+Hc614Q3l6JDWd7hHc4nHvdC8LbK7G4tx+o8LIOb9zFH5feIbzxVRLhja8mjPDGWRPvFcIbZ20Q3jjr0m+vgoW3uA5vviM+wnvRmrV22QVnpL+8No4vHlobfVUR3tHXoNgDhDe+miC8cdYE4Y23LghvvLXpp2fBwus7dbE97/zLm9bczR5sO+7Nh6c/QjGuL4R39JVFeEdfA4Q3vhqU9YgpDXHWiRHeOOuC8MZZl357JRFe33nZyg2f++S5Y/3Amh83wtvvqadrh/DqWKqSGOFVkdTmILxanqo0hFdFUpuD8Gp5jjpNJryjPpBR7R/hHRX5uf0ivKOvASO88dWAEd7toybeS4Q3zlohvHHWpd9eIbz9kptph/AGAhQ0R3gFEMURjPCKgYriGOEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNB+28N69vm4b7m90fNnSxA4+KKl8FPdtqNmWp2u2aOG0LVvaudmDG81uuHHC7ru/lm7o+znyiCnbuLFmG2b+bcXyxPZZ0br/2++o2fp7arZlS81WrvQ+TtuCycrdDN6wKLyPbarZpk2N2KVLk6H2JfhgxigA4Y2zmAhvnHVBeOOsS7+9Qnj7JTfTDuENBChoPkzh/eG6ut3wrXpTr1916LQdecR0xyPZvMXsyi/Ms40b5zY7YP9pO/4dre1823W31u0fv1+3bVPNsfu/ILF7/rUhwNnr8MOm7XWHzeV85+a63XRzcx9dlo89uhBW6LGL/Lpba/bgQzVbtiQxzy2T6Solywuv537163XbsqXRcnLS7MR3b+sq/MX9eM7Ghxr/2k70q/RtWNv4BYtfcPirX47qviK8aqKaPIRXw1GdgvCqiY42D+EN5I/wBgIUNFcLr4/C+qtsJPKKz0/Mjq5mXffx1X2XJy0jsfkR1TJR9vYnvntqVoZ8vz5y6//XR3Wbtbaxt512MnvmmWZoLpAfOGfb7D+W9dH/+JEPzW3j/+2jro1RYLPdd0vs2n+YsHSsOLF03/UJs+PfMWUu2Z1ennPDjQ1RXrzQbMWKxP74dYlNzptv1317q33nprpNT6exVkv/n0bac/dObMU+ie22q49edx6BLpP4Y94yZYccXH10PeRU84sQH1nf+FDNli4pH1XP519z7YTdcedcBfdZntiJJ3S+4AjpX9W2CG9VUsPdDuEdLu+qe0N4q5LaPrbb4YT33vsfsNXnXGQPPvTobIXee/xRdubq47pW7OI1a9Nt8tsOQ3hdKO6fuYW+fLnZ4kXD+ZLvCiSSDXoRXpdJlzy/vb5ihZmPzmYvH5G7au2EbdrUEBUXyWPeMm0HrJzb5mMfn2dbni4ceE7isr8UR33LhM23feMbpu3Vq6bNpyB89esTafNkJq8ovCW7me1IXmYv/tSEbXq8VZfz2/ho6VVr50aB82dUseUZp091POfK9ve2t07bbf88Yff9WzIr7rP9T2bkN7cjZ33qKe3386GPzGs523yU9ySBRDr7jNfK/VunmrjsXvbZufPCO5Ifnfe/33NPLb2AWLrU0ukql322tb9ea58C46+q0zr8fPVR92ykOGTU3ffbi/D68Xzt2vrshdyiRYkdf9xUzyPzkXxMRNENZ7plS9LCEOHVl8ffl6HTuLoJr39n+Kvb9DTV0e295wJV1A6Zs0MJ72OPP2GnnnuJnbX6OHvFwSvTgm/estUu+/zX7MR3HmmLF+7W8SQYhfAWxcQ7ePxxzRIWy5nrHzB33Dl363rVocOZN1pVeMskb+edEnvmmYZ57bJLYr/9bbPuZaOn2ejrT/6lZo88MrdNOwktylg74c1GePOjsi68tVpDfNP/mxsZzf4tFeOZ/2eneWbPe26SztV10f7S1XVbf0/zlIZFCxM78/1zI4zFUeDi6Gv+nPr935+21/x+eS39C/ySSxuinn/tuSixRzY1j1J3kmpv22lqSJnwTs43+8B/bR617vW9UByJ9fb5UXf/73aj86eess0mJ2upDGfTNRpffok9uLH5PPJjXzCZzIqrb9dthNrZFrO9XfECJJuK4n9buMjstYdNt71A6UV4y9i40J92Sm/Mhy0FzqH4fnMm/v8P+pW/a5K/eCpeTBcvHhBeTWXKLtJ80KLfKUXthLdbPTVH05qC8IaR3aGE90d3rLeL1qy1yy44o63cXnPd9+yDF14xS/Vznzw3lWNv+54/v2D239/0+lX24bNPsseeGuxtyk+vmWcPzcxbzHbez5dO2GnSvXXZKFg6V/OEKVu/vmYbNtTSW90+l1Q5Qu0fcD//2c725OZn0txOD5C1SN6MUGZHl5fJ/BH7yNzsvN3M2mZ8ZmLCbKrkFMiEN7sV/vRWs/95zYRt3TqXnJfQMqGbFcR8P3OGXdZflygfPbzq6rlRXhfDY45uvkjK9pfFpaPKLtY5TyscqpWN8PkHf8to5kzDNDuflx1Hm6uETiO2ZSPrvv0hB03bd79XT0flvX+vfc105WkOpX2fmR+cHzlud7HiF54PPmQt86UbVyid3zPOu15vXNT4+9n7nb+T4K3zo/7F89HvCvir7ILYOZx5evnn0o/+aZ5te8anZkzbqlWdR2ur3CnodJTO1+etZxcDwxohbldXv0AZ5EhcWS2yi5rSi9BcnbYX4fVjvP5bfods7kHabs8GdP/20G3hF2m33zlzoT3zObTrromdc1Z/39PthLds2phf4Lyr5JkM3dGZIbxhNHco4c2mMxz1ukNLpzD4aO/ff/Nme9ubDrMFkzuby+/ab9w0K8ijGOEtEyEveXE+ZthpEN667MPeP2989HFbbkCo263rfiTV6QAAIABJREFUXnpS9sXWaa5ku7mt3YR3yRKbvejwY3JJ2WUySR84u/ILE7Mjsfm++61nH7HM3wr3ttnDVi6hhxw8N2r6Py6bZw//upEwO4+2jVRnfajP/D0/cvqsPRM7/X2ND/fsoamy0Y1LPz3RGKnOiZm3yo/Vlnlb2Yd6UUazKRmpQM9AyU/TaOeDnUZ4m6Z8mNm8CbPFi5Om0faMfxWxafpiLJx0vYzOf/dmX7GjdTR3t99J7MmncncC2ly05HddHLltJ9r5hxTLRmE9s4yBn/9+pyJ/EXLgAYm98+3lMlB2sd3LZ0+ZMA9DCqpw6+VzJr9tdhdrwwazRYvMVu4/N5+7jFd28VE6FSr3Ob49CK8f+yWXzl3AZFyyaVn9MlW2KzvHPf9P3zll+/9e71MB2wnvqL6XEd6ws2WHEl5HVTaHNxvFLaL0bf/i/Mvto+edbPst39tGIbxlXxrF29Nhp4CmdemXTBuz6fcD0m8tZ3OZD1iZ2C821JseDMpk8TnLEnv417VUtP0hrz949bT5F+1XrpmRvDaHXDZi6iPG2cNHxcNxufaHy2ZHQmf+x8Q8s3PO2ma33Nq6WoLv+rxztjXNLUunBXxqRjVz7uT9fsMfTdv1N9bTrPwrPx+2OJrYSRz9S+sb103YT39Ss2RmX/4gWfq/CyPe7c6M4sWWS9RXr63PzoNdsMBs82azaR/FzKw3MfMxyUzSi9l+AXDq6rk5vC7rvtJENnd11aFJOnLtD46t+991u2/D3JSPYlZx1Yri3+/7N7MrP9c6xzbbrihl6dSCNRNNc7f9Iuh9q7e13DrPMk46YVt6fv7i3pr9nyfMfru5Nju63074i1Mc2o1U5qdctLuIK07L8GO4+NKJ0oHndlMrys67XuZNl05DKTxgqfn0aU5pNwWl38+dfHqZ1GasO0lQt4uH7UF4/X3uF/jF1zAuYqqeJ5ddPmEPPth6e6XKKjVl+2gnvGUXMIopVt2OE+HtRqjz33c44S3i8FHcz3z+Wltz4Vmp1BaFeNmSPWf/NgrhLbut2W3uX9gp0V/rsg/Ddl/s3YSkrAdlX74LF5o9/njz1rMjiSW3/ovzVMv65ysSLNjFl5NKbMVySx8o8y8rv3XdrJyN/fptaV+BIP/ae1lif3bylFWVkazGs/1z96w15mL6cmNlbF24Ht9ktvnp8rvnLtUuiy7r+ekkLqb+350EN9+PoiF1+lB3Qbvl1gn72b/a7Fzo9Bpg2qzmt++Ld/oTs/mTiR11xHQ6/zh7wKTdSFImFtmXTbspKN3Or2u+NmF3/LjxpVjM8OM78YTWW9/phcI/TNhjjzdGl192yHQ6faZMhjMBaBLW/PnYZsZD8X3t2Zd+ZsKmcndInrVXYv/5tLkR2TK582M44/3NF1V+Dvn5mB/dzc7Zdrz8mP1Cy8+XzVtq6dxkXwe66oNAZQKYXSj09ylTrVW7eeXdHr7slt5O+DJ+pSO8M3Pnuy0VuD0Lb78y2Y13P3/Pv7fz7Xu5UMu3aye8Zd9HVZan7OeYmr5beGgtCOEOL7z5B9n2WLx7uoLD+eednM7bjWGE16ubLVPl/9tHFfudgB90plRoXJyntseeZr+ZWwxjNqEfYS+7op4/P7Gnn25+gCwbbs2+2IuS27AcS5eWOuqoabvxWxP22GNmO+9s9vznT9sfv7714SyfrvHltfXZkdw8ihbpSsx+93mJHXhgYt//Qd2efKoVXHa7OVtv9yc/rdkjj7aOSuRFxM+B2+/0uaqNZb/8w3XDhrp9+Sv1xqoOhde73jll/uGff5hq/nyzp5+eE892wtip1O2+3PKSmjF3qZ4ZOG5aqcHz/d9f+fJpe/3rWnl3E4vi/ONif7tNafjM30zYxocLDx4mZi9+UWJ/8qZyoeu0/rIfu89Tf+xxX7/YZufitkjOjPTutWdSWu9OUxryFwv54/N9+3ztbFqFy65LaXG5Nt/u/I/PK7066naBUOGtX7pJ2XSLQe2r2AE/h3y6ib9ffOqBXzyGfm52G+HsNIfX++fnkK8Q46/sPZxdPGwPwuv9Lrvj2M/neb/nVLd26Xl+YfkKKdm8924ZVYS3WE+f2tJPfi998W0Z4e2VWPP2O5Tw+oNn/3jrj5vm7+YfZPvNpieapjD43847//LZEV4fDV53213pw2o+x9dfw1iWLKzEw22d/pLYlppNTjbEvPil1++VdruHuhbMt7lbzYXlrjoJnYuB3yIvzr8s3grO6H3ow62ykElIcWR2yV5mDz8yMxm34LH5489GhNqNhGd98RHgm38wYb/xzFrjC9wf1vIv8XZzOP1LKFvmLDuG/H5KH1IrPsTny2ctmRt5LX5J58+s4p2IjMkLX5jYww/X7Nfe98KrHet2YpHJdtPIea7mPnroI+LFh7+K+y2d55eYnfpnU+kPbpS9qq5tnG/bbi6p18bl+I6Z5dB8itKRRyQt/a56h8D36V/0LnedHsq68dt1+8H36y3S2+0CIeQTJC95fs4Oa93kkD63a9tu5Dg/VcK3uXu9/5piY+m6qg/JbS/C63ct0nnrG+rp56d/JuR/9GYQ3HvNLH4W+Weuryde9c5EVeHttV+K7RHeMIo7lPBmo7k/ufsXs9RefMC+Tas2+LSFv73quvTvL165T/p/szm8+fbDWqUhrLxxtM4ennIJrvoFUOx52e1Cv3Xsqw8889Sk3fvLp9OHmP7fq+alcyWbZLfEKJctS0rnerW7LZUKdzszLXTWf8Th/zwxc8s897dDXz5tf3JUY/5Di9QVxO3VhzZG6ZzdZ2bWdC2OAWcrMlz5+ea1gf0Y5k+WrB4w87CX/3pb2cWAH978nRrLs/nL1ymuegu704NCfnFR/HU6z293i7mbWKRLAuVWoXBh9C+0qudW1tf8w3Ves7PPaP8kd7c5mGXvtHarLFQVzHZMq7Yv69P6n03YunU1++3mxHbbPbE/eFW8d4zi+PRq7kWxJn6R5fO1+5GpfPL2Irwx1qRdn/wzNuQ7x3O7rcM7bB4IbxjxHUp4w1CVt2aEdxBUWzPTJY5yYpeXnPw6vC4ZX/v6RPqAVH6FgOLcxdcfnti3b2qdRtBuBDodFcw9je8tf+/3EttzcdLyQNnz90vs5/e2Zhd/Va3KAyDpF+xNraNyTigb8fTRPR9x8XnHPuri4tdulNSP+we3+JzMOUBZT31u6n/807lffuulsp0esMqWScuPpne7te11vP7GuQfFyqZSuBj7F1qvsuHH7tk+DcFH4vzCyUfLOwlz2bJSVR5SKc716+XBqbL5wf3eIclq2cs6vL3Uf0fa1uvio+n+Cp0mkXFDeOM8gxDeOOvSb68Q3n7JzbRDeAMB9tg8+9nf/BdN8YcnXGguv6J5RYZ0zDIxO/QV0/b7r26MYJb9YEI7EfMvuetv9AfAGo+u+UNW2einy5nfovaX38b0lQSK0wmKqxB0G8XMsFQR3nYIO00n8f37w2X3/qIxBcXnoOWXSeuxLOnmRbl73WvqdvjhcwsPZ6JQ9VfGPNPbKNdt7ue4vE3xgqtsbeNO2f0eh7fzdUX9tXih16h8ykXV40J4q5Ia7nYI73B5V90bwluV1PaxHcIbWCeENxCgoHnZL62VCaWPCvvSV9mIYPH2ZPHvIV3Ly187OSruv2yuWTalwZcOK66YUOVhEcV0kl44ZD+08dznmD3nWfPt4U0+lDwer+zY/Gh8HnUMIt4rWYS3V2LD2R7hHQ7nXveC8PZKLO7tEd7A+iC8gQAFzdv9tLDLnv/Usf/Ma7sHrjIh9G6obk/2ckiZRHWaa+YjyN/6XxP21G8b0utrC7/8pdN25BGD/6nUXo4lv+28iZrtsdt4CW+/LGJqh/DGVI25viC8cdYF4Y2zLv32CuHtl9xMO4Q3EKCgeTvhFUQT0ScBhLdPcANuhvAOGHCf8Qhvn+AG3AzhHTDgIccjvIHAEd5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGiO8AogiiMQXjFQURzCKwIpjkF4xUBFcQivCGQkMQhvYCEQ3kCAguYIrwCiOALhFQMVxSG8IpDiGIRXDFQUh/CKQEYSg/AGFgLhDQQoaI7wCiCKIxBeMVBRHMIrAimOQXjFQEVxCK8IZCQxCG9gIRDeQICC5givAKI4AuEVAxXFIbwikOIYhFcMVBSH8IpARhKD8AYWAuENBChojvAKIIojEF4xUFEcwisCKY5BeMVARXEIrwhkJDEIb2AhEN5AgILmCK8AojgC4RUDFcUhvCKQ4hiEVwxUFIfwikBGEoPwBhYC4Q0EKGi+PQjvfRtq6ZHusyIRHHH8EQhvnDVCeOOsC8IbZ10Q3jjr0m+vEN5+yc20Q3gDAQqaxyy8D240u/IL82zLlsaBLlqU2PHHTdmypYID7zHisU01W3drzTZurNnSpYmtOjSxxYsGI+Dbo/Bu3mJ2/Y0TtuF+sy1barbP8ml74xGDY9Rj+SSbI7wSjPIQhFeOVBKI8EowRhOC8AaWAuENBNhD87vX11Nhu+9+l5GGsB2wctpiEF6XyY0PNUZxly6Zk6RPr5lnDz3UfJAr95+2d71jutKRe24/UuqifcutE/b4JrOFi8xeevCUfenqOfH2ne+0s6VS97N/rdvkpNnK/RM78ogpWzBZqWtNG+Vl0f+w7wqz//D2nezJp2dMP7e1j3ZvuD9jZWkNq7yyfay/Z2a0fPm0vfXo6Y799TabNlmlC4xrrp2wO+5sZGcvP89OPGGqpXs/XFe3++9v/PMBKxM7+KDBXDhU4dLLNgrh9XPLLwj8taPcseiFcT/bIrz9UBt8G4R38IyHuYcdQnivue579sELr2ji+rlPnmuvOHhlMGuEdw6hy5kLw4YNNVuxoiEB/chaWVE8+5JLJ1r+dMbpU3bgvpP23R8+bbfcWrNntpktWmz2x6+blu2720niAnfV2onZUVzf/vjjplOR+9BH5pU2/8iHtnWMvf2Oml3/rblMF693vqOajDqryz7b3J9588y2FXaZJGa1Zr+zVx06bQsXmt3x47pt3OhCnNjhh013FZsyWXzVK+p25JFbm47TL1quWltv+jfPf91h3aW3FyF10f3y1RPpxZG/XOiPfMOUHXJwezH96AXz7Onm7ppv/bajp8yZrliepByuv7Fut9za3zF0O5cG9ff8xeIL9jV7+csb52evry9dXbf198wd+9KlZqed0v1c3vR4ow6hnwl+HD4Cv3lLzZYtTdLzddivjKXv1y8mX3tY+GfNOApv9n2QXbSvOrTzxemw61hlfwhvFUrbzzZjL7w/umO9XbRmrV12wRm2eOFuaWXuvf8B+/Y/3man/Ic3B1cK4W0gdMG45NLmEUSXjFNPmZKI53durttNNzdLhu/3jW+Ythe9YGf7v//HNktqZpm/TUyYnf4+zb59P0UB9S/aI49ofNle8Xm/Dd5sjn7sHzhnm33s4/Nsy9PNp9mihYmd+f7WUcNsqyJLly5Pf/5+ib3g+X4h0fmLw0cfb/hWM6sso+sJ7zsqOKEfyxmnb+s4klp2nL6votiXsSrbrqyfF39qwjJxyv+97OKhjEFWk7Js395FNn8BkGHIV9brXpRdz6sifl3ZV9zAL7C2PF2zRQunK41c+/ZXfqH1YvFPj5+yb15ft02bGkd4wP6dR8zb5fh78NWrysWzWO+QzwR/D371683H4QJ97NHt30sVkVberIyBT1M68/SwPoyb8JZddDsn/z7o5w5S5QKJN0R4xUBHHDf2wnvxmrUp4jNXH1eK2uX3L86/3D563sm23/K9bfOWrfaXn7jC3v7mw9MRYB8dXnfbXbbrrrvY1dd+J83Ijw4jvA2sZSN3/u9VR++6vQ/aCe9r/jCxqa0T9oN103O2OxP2u89L7D+dGPZF5FHtRpePeUtjxLDTKG7V0UDfx3dvrqfTImrTiT34cENCyqTL5erEd88JaH70zv+26+8k9vN7a2nbWX8tGc1N8wv/3k6MT3z3VOkor/fbpxj4cZa9ijKaSevscSWWXqi4MHS7G9CL8LYTaz8Ovx3/3e81RrD9S/hVhybptIcyke12XmZ/n5xv9oH/2nmkMxvx8jYuft0uXIr79gshnw/u/c5eLqnHd5ke0+69s8uCxH67uflCLX8hV9x/2UVEp/d4O0Hu5zPBzy/ff/GOhO+/292SqjWssl3ZXQZv1+79USXTtxk34W13zoVyqsIzm3KjmG6D8FYhvv1sM/bCm01naDeFoYrw+nSIrH1xxBjhbZzsvX4Z9voW8Q+xyz47Nz0gL4I+tuS6lcpbFlwz22WXxM79L+HC2+6L+2Uvm7ad5/nob71lFDf/Rexs/Dasvw7Yv9Fzl0QXr5Urk3T6x1e/1pDd9JWzzrJpB76JT5lYtGjabr9zwm7755o988wc0bI2HrnfPon94r45wXHpcolqGtRtI8ZlX1R5LmWifNCLava2Y3MdmxkNz6YZ5GV8553N/ssZzaPInp//0iqTDZ9mcFJujq1L5Q031uyue+pz50LuZPNRzS9e1Tra6fJ5+53Nbdqx9wuKJ59qFsVu87LLRrx6HRVu9x479ZRtHUd6v/Xtun3/B9VG/Is88+/TXgW23fa9jsre87OaffHLEy0XZ1nf/L2w8aH+LiJ6/RwqTunI2oeKXFF4/X257tZ6erHtF4KhU0F6Pc7Q7dsJbzZIEJpf1t5ZXfmFuTsW/vl2zFv6m7qT5SO8g6jU6DLHXngdbXEO74sP2Hd2ikMV4fUR3g+ffZItmNw5nQ7xic982c7/wMnpFAmEt3HyFoU0O6V7+YDzW5bZA0krVljL/Dz/EF23riGXeUlzMfF/KExHNZeo/3Zu51G3Km+9si/uvOCViVG7Uazibdm2Uw1m/tDu7899TmK/+vdakxxnsjxda1wAFF/ep0MOaoxmLlrkDx4ltvbvJ+yRRxvkUqYlwuujl6eubh2BzY+iphqfa+tzf9/7H3ey6XrzQ2vO8u++NNEyn9ibL9zd7LQ/25ZOXcmPtma3zLOH1rIHy1wyjyk8tDbbpxJwu+5qtnhxYr/8ZfFMMTv4JYnd8ePmf995J7Otzb6ecnrbW6fTqQCbZ87D+fPNXv6yaXvNH7SfaqIY8WqXkc0XLzuXndlff3qiRdCzi8Rim07C61mXrWmeVuLnxhnvb1yoFKf9OJN/uq31TOx1hPdvPz9h998/d8ci32cf8U3f/zOvkCkTVT4L2l10nHdO5yk/3bLzwpty/uzE7FQTb1tlWlG3fQzz7/1enIX0sexipNM0pir7QnirUNp+ttkhhDdfjmzKgv+bS+wDDz1SaUoDwtv9pC6OwHX68iymlX2Zl91ezW4L++3/7JW6TYng1OpmH/5v4cJ747fr9oPv15uMumV3M7fmDzlo2g7Yv7HywE3fq9v3f1i3rTMPQvnxPLhxboWC/JSDooL533b7HbP5k4k9OiOkTcdb+h9t5kDMbFtWDxdQl8T0VnFesmf+t49mvvlNjdUwiq920wb8QcJn7Wm2x27z7eFNras0XPWVCbvr7lrpCOyLXpjYT//+neSxAAAXX0lEQVSlVUi7jWJmffPpJbOj/9ON6RI77WTmUvrUU+VC721dwpYt8WkN2UNuib3spYn9/TUT6QVW8RzbfWFiv32q1iTuneYo9iOrVd4jvk2n0cXsYq2p/4nZnnsl9sgjtZYpAt1k1GXM72j86lc1e/K3viJJ48FGX+au7KHS5zwnsX/3C7NMSHOC3P0TpbHFJX89zx57rLUG/v5OSqYOdzuGqvst286P/6qr5+bsu/D7yiadHoassr+88LabHtZprnSVfQx7m+LnQ68j+732N+T5gHb7Qnh7rULc2+9wwuvlyE9L+M2mJxBe4TmazZ+anEwqPVCT7bpsfmbx6rzstrC37/RAVuj8vtkvnxmhzWxqv/0S+8UvWsXMR7R9msLlV86zX/+6ddR5rz2T2RHVpo6XHET2BVFc2mzxIp9X3Dhu///rhbbFqPz0j7LVCnyUN5XMkj50umhpd3vXmZetwzs7cvXYDLdWfLZsWWIPPljOtYpUfHBmVYx8QtNo/MxIdvGUz0uj9zN7sMbPuQ0bzP75Tl+GbC6101STsosDxYhXev6vaQh49lqyxOx9q9tf1LWbVuArcWx6vJHiF4vpOVJrrLjQbY3oMnnff//E7plZLi7PNl3hY3mSXuj5ebtiRe9P6vuDaj56PPtenznxf/8PEvvBD1vPlV4utEM++vyzrhurqvl54W13cTRIka/az163y35wp9fvg17349sjvP1Q27HajL3w+kNrf3joS5qWIMs/yPbY40/YqedeYmetPi7dxmX4PX9+weyc3eyhNUZ4B/vGqLJ8V9kDYFmvyqS3mwxUOaJ2Xz4uX9mXcD7HRyLv21C3G/whrhKhe9ZeZr9+pNFiOjGr56ft5g7Cv7SPzy1D5l8c2frDPpr2sQsb85nT5nmjnenMrJDlMjNBdsF5+9um7XnPbSwb106KPKrTLcF0ObarmwUs+1IuE9689LWbZ1xvM2rX6bZ9nv9n/mbCNs488Nf23JgRPB/V9hUzfD1nX2WgeEs+PyJV/DJtd5HVTkrKpgN0m/dbdn669N4+s1awjy4ecnBngWw31WjxYktHTYsvH53v9vBg6cojixrrHRdfCklLz8/PT6Sj9dlF2bJnJ3bMW6ea5vVn+1bss8png3KbvPC2ez/2Mj1M2bftJavsorKf91j+eBnh3V6qX62fYy+8mcDmcbz3+KOaVm3Ib/OOo19nTz7525ZVGhDeaidUv1uVjRYWhbVlzuiM7D3vOTVbumzKfv7z2uyyVS4DJ57QfbSqW3873Yr229/55ciyKRjpsawvF14X5fvu89G12uzcw+KT528/dtpe/KLO64tevXbC/mV9q1EvX57MjkRmc5uzY0xH8nJznfMPdbR7+rzbaJkL2N3rfZmsxrJW2YhXmfC2XLCUDEXn+5f1e96E2dlnVZsj6Q/wXfsPrQ+leca2wvOLeaHtthJHi/D28HBf/hxLlxTbUksfOFSNDnY7h4vcn79vzV78om0tS3xVvUAsuzj1Ui6Yby0Pb4Y+zJUdm4v73ffUzX/HxEenM9Evnrft5pt3YzTqvxcfWit+HnZ7H466/7Hs3y9a784eCN4/6XpB2K3fCG83QtvX38deeAddDh5a0xD2LzQfLczWWS0T1nbyef6HdrJttjkd/FEuSeNHVjbakv9SzfbnD4FlI2PeT59jXDavOBup9HZfvXbCHvSVGXLi521OXd1d1MvWJPX++ujW4oWJPTaz0L/P0/zJTxtzNctGVfMrBXz9m/WWh4z6nTdYJrzF+qUD04nZCw9M7NnPTmy3Xc2+8U0f4m2IecbFH346+k3VfmCg3YhmcW6wj+yeeMLcDwZ0W1GgbPTI13qeykl0VWHUvGN6S3Gh9xHYhbvXbb/fnbDHntyarqySPSTq52/VH1Aom37kQubt/bzPHor05d76+XGL3o6s8R71ux9+3vt0ou1pndfsWMuWJeMX7Xo9E/TbI7x6pqNMRHgD6SO8gQALzbM5X2VrKJbNYfRR1ZOOn28bf9MQ3kG8XC59yaqNG2vpwzn+xd5pjcdMumZnGiSNn/F9/WubF+gvE/gq67n6MbYTu6KgdpqukLHKz3P2OcsPzvwUss+97HctyzLhLRtFzUtit1HWqrUtjmhmo2OZ9HmO1zEvRu045R+c9Hr5rwi60Hn7I49orHjh81P9V7/6ZVX1uBTbKX5a2M+Rr147txSfn7M+/WZ7OH4Fw0FkjNs6vINgNIpMhHcU1Ae3T4Q3kC3CGwiwx+Y+F3LDBl+f0myfFY3bwsv2WDBQ4e2xi+nm2S1Y/5GAFcvL51r6sbg4ZD/V6qOOvsxWVXFoJ3bF/s7egi6ZeNrtV9/6OXZvUya8/u/ZHNTirelsPz7q6MuSZQ9m9ftkdya3VR+WSX/d7lOtv4qnuiXfL0d1O4XwZnXM5uzm726o+7uj5CG8cVYa4Y2zLv32CuHtl9xMO4Q3EKCgeYzCKzisShFVxC6b51j2oNWgHvBpJ7yVDmrmgmFYc1yzPvlFit+S9zm2/vIl5qqsDFH1mGLYTiW8MRzLOPUB4Y2zmghvnHXpt1cIb7/kEN5AcrrmO7LwVqHoo5f+Qw5+O97Xjl2wS2J7L0vSkedBzbEMFd4qx8U2vRNAeHtnNowWCO8wKPe+D4S3d2Yxt0B4A6vDCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN7AQCG8gQEFzhFcAURyB8IqBiuIQXhFIcQzCKwYqikN4RSAjiUF4AwuB8AYCFDRHeAUQxREIrxioKA7hFYEUxyC8YqCiOIRXBDKSGIQ3sBAIbyBAQXOEVwBRHIHwioGK4hBeEUhxDMIrBiqKQ3hFICOJQXgDC4HwBgIUNEd4BRDFEQivGKgoDuEVgRTHILxioKI4hFcEMpIYhDewEAhvIEBBc4RXAFEcgfCKgYriEF4RSHEMwisGKopDeEUgI4lBeAMLgfAGAhQ0R3gFEMURCK8YqCgO4RWBFMcgvGKgojiEVwQykhiEN5JC0A0IQAACEIAABCAAgcEQQHgHw5VUCEAAAhCAAAQgAIFICCC8kRSCbkAAAhCAAAQgAAEIDIYAwjsYrqRCAAIQgAAEIAABCERCAOGNpBB0ozqBa677nm345UY7c/VxTY1+dMd6e8+fX5D+24sP2Ncuu+AMW7xwt+rBbNkzgc1bttpffuIK++a31822/dwnz7VXHLxy9r+9Xh+88Ir0v9/0+lX24bNPsgWTO/e8LxpUJ/DY40/YqedeYj+5+xdt3w/UpTrPQWyZfV7l3y/F99NfnXOSHXvUawaxezJzBPLvheyf33v8UbPfMcX3U/EzDpjbBwGEd/uoE700s7zQ5j+MHM699z9gf3H+5fbR8062/Zbvbf4Btu62u5CrAZ85/kVw5Zevt1NPeGsqsV6j886/3NZceFZaB//vi9asnb34uHjN2rRHxYuVAXdzh4t37r984OFZWSq+H6jLaE+J/GdZXp7y749Mss5afVzTBeRoez6ee+/0fZFdhKx62YHp+6n4XTOeRMbzqBDe8azrWB9V2Qhv8d/4UBrNKVD8kvYv8BXPWzorXkXRGk0vd7y9lgkudRnNeeCfTZ/4zJftnPcdbx84/3LLhNbfO+d97HI7+7R3pheL/uICcTg16iS8Wb3O/8DJ6R3DogAPp4fsRUEA4VVQJGOoBMqEt/jFwOjIUEsyu7P8hcbeS/ZKpztkIyNlI/Gj6eWOt1d/f2x8+DfpHQ9/UZfRnAP598cei3ZLp51kwlt2kc6dquHUqTilIX8HsewinQuR4dRFvReEV02UvIETaCe8+RErhHfgZWjZQXHkI/vvt7/58Nlbsoy8D7cu2Rd5fk47dRluDbK9FUdwi59RxZFEb4fwDr9WWV2Oe/Ph6Z0pF96vfOOmpulxCO/w66LYI8KroEjGUAkwwjtU3JV2lknU0mfvMTs/t+zWH8JbCad8o/wo1eT8+Yzwygl3D/Rzf/U5F9mDDz3asrHP491j8e5NzyEgvN2ZDmqL/HcMI7yDojz8XIR3+MzZYyAB5vAGAhQ3L5PdbBfM4RXD7jOuOLpIXfoEKWxWHOFlDq8QbmBU/juGObyBMCNqjvBGVAy6Uo1AmfCySkM1duqtuj3AwWoAauLV8vw98ry9nz07lcT/e+03bppdLYO6VOM4yK3Kpl2xSsMgiZdn+2fY33/zZnvbmw5LV5op1oVVGoZfk0HtEeEdFFly5QTyS/lk4fklfViHV468a2C727T5hz5Y77UrRvkGxbqUrUtNXeTYewosE17W4e0JoWxjv9D426uum80rrn/MOrwy1CMNQnhHip+dQwACEIAABCAAAQgMmgDCO2jC5EMAAhCAAAQgAAEIjJQAwjtS/OwcAhCAAAQgAAEIQGDQBBDeQRMmHwIQgAAEIAABCEBgpAQQ3pHiZ+cQgAAEIAABCEAAAoMmgPAOmjD5EIAABCAAAQhAAAIjJYDwjhQ/O4cABCAAAQhAAAIQGDQBhHfQhMmHAAQgAAEIQAACEBgpAYR3pPjZOQQgAAEIQAACEIDAoAkgvIMmTD4EIAABCEAAAhCAwEgJILwjxc/OIQABCEAAAhCAAAQGTQDhHTRh8iEAAQhAAAIQgAAERkoA4R0pfnYOAQhAAAIQgAAEIDBoAgjvoAmTDwEIQAACEIAABCAwUgII70jxs3MIQAACEIAABCAAgUETQHgHTZh8CEAAAhCAAAQgAIGREkB4R4qfnUMAAhCAAAQgAAEIDJoAwjtowuRDAAIQmCHwozvW20Vr1tplF5xhixfuVonLNdd9z9bddpd9+OyTbMHkzl3bPPb4E3bquZfYWauPs1ccvNL62WfXnbABBCAAge2MAMK7nRWM7kIAAjoC/crgMNt1E97NW7baX37iClv67D3szNXHGcKrOz9IggAExocAwjs+teRIIACBHgkMU1y9a/3sr5vwFg8Z4e3xJGBzCEBghyCA8O4QZeYgIQCBIoF773/AVp9zkT340KOzf3rv8Uelo6T+unjNWvvbq65L//eyJXvamgvPsv2W722d2rmcfvDCK2bz8u1ChfclB+5n5//1F9PsFx+w7+y0iGyEd9XLDrRjj3oNI7yc6hCAAARKCCC8nBYQgMAOS6DdiKvL7saHfzM7b9a3O+/8y2elt107F97n7f3sdO6sv/y/137jplk57XeE1yX6r845KRXaTMaz/vl/+5QGhHeHPY05cAhAoAIBhLcCJDaBAATGk0CZgBanBPiRF0dRq4qrZ533scvt7NPemY4OV22Xp102pcFHmf/i/Mvto+edbHsv2QvhHc/Tk6OCAASEBBBeIUyiIACB7YtAmYC6TH7iM1+28z9wctNKCi6eG365MZ3y0Elc81MhMhqf++S5fa+YUCa8eSl/0cp9Ed7t67SjtxCAwAgIILwjgM4uIQCBOAgohTeT0N/d+9mzUyEUD5AhvHGcK/QCAhDYvgkgvNt3/eg9BCAQQKBsNLfKlIaydlWymNIQUCyaQgACEAgggPAGwKMpBCCwfRPIVlw4/7yTZx808yPq9tBaWbuyf8umNyinNBTX3WWVhu37HKT3EIDAcAggvMPhzF4gAIFICeSXEquyLFl2GGXtfAT3PX9+weyRXvzfT7Mrr74h6FfPikudeXi+nwhvpCcW3YIABKIigPBGVQ46AwEIQAACEIAABCCgJoDwqomSBwEIQKACgbLVHIrNsqkQFeLYBAIQgAAEOhBAeDk9IAABCEAAAhCAAATGmgDCO9bl5eAgAAEIQAACEIAABBBezgEIQAACEIAABCAAgbEmgPCOdXk5OAhAAAIQgAAEIAABhJdzAAIQgAAEIAABCEBgrAkgvGNdXg4OAhCAAAQgAAEIQADh5RyAAAQgAAEIQAACEBhrAgjvWJeXg4MABCAAAQhAAAIQQHg5ByAAAQhAAAIQgAAExpoAwjvW5eXgIPD/t1sHRQAAMAzC/LvGBxcJy/qAAAECBAgQICB4bYAAAQIECBAgQGAtIHjX73UcAQIECBAgQICA4LUBAgQIECBAgACBtYDgXb/XcQQIECBAgAABAoLXBggQIECAAAECBNYCgnf9XscRIECAAAECBAgIXhsgQIAAAQIECBBYCwje9XsdR4AAAQIECBAgIHhtgAABAgQIECBAYC0geNfvdRwBAgQIECBAgIDgtQECBAgQIECAAIG1gOBdv9dxBAgQIECAAAECgtcGCBAgQIAAAQIE1gKCd/1exxEgQIAAAQIECAheGyBAgAABAgQIEFgLCN71ex1HgAABAgQIECAgeG2AAAECBAgQIEBgLSB41+91HAECBAgQIECAgOC1AQIECBAgQIAAgbWA4F2/13EECBAgQIAAAQKC1wYIECBAgAABAgTWAoJ3/V7HESBAgAABAgQICF4bIECAAAECBAgQWAsI3vV7HUeAAAECBAgQICB4bYAAAQIECBAgQGAtIHjX73UcAQIECBAgQICA4LUBAgQIECBAgACBtUBeYDWKrj1M/wAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.tips()\n",
    "fig = px.strip(df, x=\"total_bill\", y=\"day\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "moving-novelty",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "\n",
    "df = px.data.tips()\n",
    "fig = px.strip(df, x=\"total_bill\", y=\"time\", color=\"sex\", facet_col=\"day\")\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
